CLIP Under the Microscope: A Fine-Grained Analysis of Multi-Object Representation. - Reza Abbasi; Ali Nazari; Aminreza Sefid; Mohammadali Banayeeanzade; Mohammad Hossein Rohban; Mahdieh Soleymani Baghshah (CVPR, 2025)

Attention Overlap Is Responsible for The Entity Missing Problem in Text-to-image Diffusion Models! - Arash Mari Oriyad; Mohammadali Banayeeanzade; Reza Abbasi; Mohammad Hossein Rohban; Mahdieh Soleymani Baghshah (Trans. Mach. Learn. Res., 2025)

Analyzing CLIP's Performance Limitations in Multi-Object Scenarios: A Controlled High-Resolution Study. - Reza Abbasi; Ali Nazari; Aminreza Sefid; Mohammadali Banayeeanzade; Mohammad Hossein Rohban; Mahdieh Soleymani Baghshah (CoRR, 2025)

Visual Structures Helps Visual Reasoning: Addressing the Binding Problem in VLMs. - Amirmohammad Izadi; Mohammadali Banayeeanzade; Fatemeh Askari; Ali Rahimiakbar; Mohammad Mahdi Vahedi; Hosein Hasani; Mahdieh Soleymani Baghshah (CoRR, 2025)